AI Visibility Rankings · AI

AI governance platforms: AI search visibility ranking (2026)

By monitoraeo Last updated July 20, 2026 Refreshed every 30 days

How AI search engines rank ai governance platforms by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Platforms used to govern AI models with policy controls, risk management, compliance workflows, documentation, and responsible AI oversight. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →

Avg visibility across category

Avg citation rate

20/20

Brands successfully audited

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When asked about AI governance platforms, AI engines frequently mention Credo AI as the leader, with a 62.5% visibility rate. Arthur and IBM watsonx.governance are also noted among the top brands. Buyers often see Credo AI cited 12.5% of the time, indicating robust recognition in the field.

The current rankings are shaped by the sources AI engines most frequently pull data from, such as domo.com, arthur.ai, and netwrix.com. These sites function as aggregators or review hubs, meaning their influence stems from compiling comprehensive analyses or user feedback that AI models frequently reference.

For buyers evaluating this list, it is essential to consider recent reviews and third-party validations when making a decision. AI engines value content from sites with topical authority, so platforms that consistently receive positive, up-to-date evaluations from these sources are worth serious consideration.

At a glance

Category leader Credo AI 62% visibility · named in 5 of 8 AI answers

Most cited brand Arthur 50% citation rate · the AI's most-trusted source brand in ai governance platforms

Top cited domain domo.com Referenced by AI across the ai governance platforms query set — the highest-leverage PR target in this category

Visibility spread 62pp Gap between top and bottom of the ranking · 16 brands at 0% (invisible to the AI)

What we observed in this category

Credo AI leads the AI governance platforms category with a visibility score of 62.5%, more than 25 percentage points ahead of second-placed Arthur and IBM watsonx.governance, both sitting at 37.5%. The category average visibility is just 8.1%, meaning Credo AI is operating at nearly eight times the average. That gap is consequential: buyers researching the space through Google AI Mode are disproportionately exposed to one brand, which concentrates awareness risk for every other vendor in the field.

The visibility-to-citation relationship diverges sharply between the top two ranked brands. Credo AI holds the highest visibility at 62.5% but a citation rate of only 12.5%, while Arthur has identical visibility at 37.5% yet a citation rate of 50.0%. IBM watsonx.governance presents the starkest case: 37.5% visibility paired with a 0.0% citation rate, suggesting it is named in AI-generated responses but not sourced or linked. Arthur is clearly the most trusted source by citation standards, despite ranking second by visibility.

Google AI Mode is the top engine across all five ranked brands, indicating the audit data reflects a single-engine landscape with no meaningful divergence across platforms. The top cited sources in the category include arthur.ai alongside domo.com, netwrix.com, and several brands not ranked in the top ten governance platforms, such as teramind.co and reco.ai. This suggests Google AI Mode is drawing governance-adjacent content from a broad and inconsistent source pool, which may explain why specialist governance vendors outside the top two receive zero citation share.

Movers & shakers since last refresh

Biggest visibility risers

Credo AI 25% → 62% · rank #1 → #1
+38pp
Arthur 0% → 38% · rank #6 → #2
+38pp
IBM watsonx.governance 0% → 38% · rank #2 → #3
+38pp

The ranking

#	Brand	Visibility	Citation	Top engine
1	Credo AI credo.ai	62%	12%	Google AI Mode
Credo AI leads with 62.5% visibility, nearly eight times the 8.1% category average, but its 12.5% citation rate reveals a named-but-not-sourced pattern in Google AI Mode responses.
2	Arthur arthur.ai	38%	50%	Google AI Mode
Arthur rose from rank 6 to rank 2 and now holds the highest citation rate in the category at 50.0%, four times Credo AI's citation rate despite equal visibility at 37.5%.
3	IBM watsonx.governance ibm.com	38%	0%	Google AI Mode
IBM watsonx.governance matches Arthur's 37.5% visibility but records a 0.0% citation rate, making it the clearest example of high brand recognition without source-level trust in this category.
4	Holistic AI holisticai.com	25%	12%	Google AI Mode
Holistic AI sits at 25.0% visibility and 12.5% citation, both above the category averages of 8.1% and 4.4%, but trails the top three brands by a substantial margin on both metrics.
5	Microsoft Responsible AI microsoft.com	0%	12%	Google AI Mode
Microsoft Responsible AI records 0.0% visibility yet a 12.5% citation rate, indicating it appears as a cited source in some responses without being surfaced as a named platform recommendation.
6	HiddenLayer hiddenlayer.com	0%	0%	Google AI Mode
7	Lakera Guard lakera.ai	0%	0%	Google AI Mode
8	FairNow fairnow.ai	0%	0%	Google AI Mode
9	ModelOp modelop.com	0%	0%	Google AI Mode
10	Monitaur monitaur.ai	0%	0%	Google AI Mode
11	CalypsoAI calypsoai.com	0%	0%	Google AI Mode
12	Truera truera.com	0%	0%	Google AI Mode
13	Fiddler AI fiddler.ai	0%	0%	Google AI Mode
14	WhyLabs whylabs.ai	0%	0%	Google AI Mode
15	DataRobot AI Governance datarobot.com	0%	0%	Google AI Mode
16	SAS Model Manager sas.com	0%	0%	Google AI Mode
17	Domino dominodatalab.com	0%	0%	Google AI Mode
18	Credal credal.ai	0%	0%	Google AI Mode
19	Lakera lakera.ai	0%	0%	Google AI Mode
20	Protect AI protectai.com	0%	0%	Google AI Mode

Sources AI engines trust in this category

Across the 8 buyer-intent queries we ran on ai governance platforms, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.

domo.comarthur.ainetwrix.comteramind.cooptro.aireco.ailegitsecurity.comimprovado.io

How to read this ranking

Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.

Visibility = being named

A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer. More on visibility →

Citation rate = being trusted

Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence, different from being named. More on citation rate →

Top engine differs by brand

The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps. How AI engines pick sources →

Rankings move month to month

AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically. How AI search ranking works →

Get your own ai governance platforms brand audited

The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.

Audit your ai governance platforms brand → Browse all rankings Methodology →

Frequently asked about ai governance platforms AI visibility

Who leads AI visibility in AI governance platforms?

Credo AI leads with a visibility score of 62.5%, more than 25 percentage points ahead of Arthur and IBM watsonx.governance, which both sit at 37.5%. The category average is 8.1%, making Credo AI the dominant presence in Google AI Mode responses.

Which AI governance brand is cited most often as a source?

Arthur has the highest citation rate in the category at 50.0%, which is four times the citation rate of both Credo AI and Holistic AI. Arthur.ai also appears directly in the list of top cited sources returned by Google AI Mode.

What sources does Google AI Mode anchor on for AI governance research?

The top cited sources include arthur.ai, domo.com, netwrix.com, teramind.co, and reco.ai, several of which are not dedicated governance platforms. This suggests Google AI Mode pulls from a broad and inconsistent source pool when generating governance-related responses.

Which brands have zero visibility and zero citation in this category?

HiddenLayer, Lakera Guard, FairNow, ModelOp, and Monitaur all record 0.0% on both visibility and citation, giving them a composite score of 0.0 and no measurable presence in Google AI Mode responses.

Is there a gap between being named and being cited in AI governance AI responses?

Yes, IBM watsonx.governance illustrates this most clearly, with 37.5% visibility but a 0.0% citation rate, meaning it is mentioned by name without being used as a sourced reference. Microsoft Responsible AI shows the inverse, with 0.0% visibility but a 12.5% citation rate.

Which brands improved most in AI visibility for governance platforms?

Credo AI, Arthur, and IBM watsonx.governance each recorded a visibility delta of 37.5 percentage points in the latest period. Arthur made the largest rank jump, moving from rank 6 to rank 2, while also gaining 50.0 percentage points in citation rate.